Artificial Intelligence for Communications and Networks: Third EAI International Conference, AICON 2021, Xining, China, October 23–24, 2021, ... and Telecommunications Engineering, 396) PDF
Preview Artificial Intelligence for Communications and Networks: Third EAI International Conference, AICON 2021, Xining, China, October 23–24, 2021, ... and Telecommunications Engineering, 396)
Xianbin Wang Kai-Kit Wong Shanji Chen Mingqian Liu (Eds.) 396 Artificial Intelligence for Communications and Networks Third EAI International Conference, AICON 2021 Xining, China, October 23–24, 2021 Proceedings, Part I Part 1 Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 396 EditorialBoardMembers OzgurAkan MiddleEastTechnicalUniversity,Ankara,Turkey PaoloBellavista UniversityofBologna,Bologna,Italy JiannongCao HongKongPolytechnicUniversity,HongKong,China GeoffreyCoulson LancasterUniversity,Lancaster,UK FalkoDressler UniversityofErlangen,Erlangen,Germany DomenicoFerrari UniversitàCattolicaPiacenza,Piacenza,Italy MarioGerla UCLA,LosAngeles,USA HisashiKobayashi PrincetonUniversity,Princeton,USA SergioPalazzo UniversityofCatania,Catania,Italy SartajSahni UniversityofFlorida,Gainesville,USA Xuemin(Sherman)Shen UniversityofWaterloo,Waterloo,Canada MirceaStan UniversityofVirginia,Charlottesville,USA XiaohuaJia CityUniversityofHongKong,Kowloon,HongKong AlbertY.Zomaya UniversityofSydney,Sydney,Australia Moreinformationaboutthisseriesathttp://www.springer.com/series/8197 · · · Xianbin Wang Kai-Kit Wong Shanji Chen Mingqian Liu (Eds.) Artificial Intelligence for Communications and Networks Third EAI International Conference, AICON 2021 Xining, China, October 23–24, 2021 Proceedings, Part I Editors XianbinWang Kai-KitWong TheUniversityofWesternOntario UniversityCollegeLondon London,ON,Canada London,UK ShanjiChen MingqianLiu QinghaiUniversityforNationalities XidianUniversity Xining,China Xi’an,China ISSN 1867-8211 ISSN 1867-822X (electronic) LectureNotesoftheInstituteforComputerSciences,SocialInformatics andTelecommunicationsEngineering ISBN 978-3-030-90195-0 ISBN 978-3-030-90196-7 (eBook) https://doi.org/10.1007/978-3-030-90196-7 ©ICSTInstituteforComputerSciences,SocialInformaticsandTelecommunicationsEngineering2021 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface We are delighted to introduce the proceedings of the second edition of the European Alliance for Innovation (EAI) International Conference on Artificial Intelligence for Communications and Networks (AICON 2021), which was held in Xining, China, October 23–24, 2021. This conference aims to stimulate debate and provide a forum for researchers working on related problems to exchange ideas and recent results (bothpositiveandnegativeones)inapplyingartificialintelligencetocommunications and networks. The artificial intelligence based approach may offer some new design approachesfortraditionallydifficultinformationandsignalprocessingtasksinwireless communication,networking,andcomputing. The technical program of AICON 2021consisted of 81 full papers, including the five best papers, in oral presentation sessions at the main conference tracks: Track 1: DeepLearning/MachineLearningonInformationandSignalProcessing;Track2:Arti- ficialIntelligenceinWirelessCommunicationsandSatelliteCommunications;Track3: ArtificialIntelligenceinElectromagneticSignalProcessing;Track4:ArtificialIntelli- genceApplicationinWirelessCachingandComputing;Track5:ArtificialIntelligence ApplicationinComputerNetwork;andTrack6:AdvancesinAIandTheirApplications inInformation,Circuit,MicrowaveandControl.Asidefromthehigh-qualitytechnical paperpresentations,thetechnicalprogramalsofeaturedthreekeynotespeechesgivenby NanZhaofromtheDalianUniversityofTechnology,China,YunfeiChenfromtheUni- versityofWarwick,UK,andJieTangfromtheSouthChinaUniversityofTechnology, China. Coordinationwiththesteeringchairs,ImrichChlamtac,XuemaiGu,andChengLi, wasessentialforthesuccessoftheconference.Wesincerelyappreciatetheirconstant supportandguidance.Itwasalsoagreatpleasuretoworkwithsuchanexcellentorga- nizingcommitteeteamfortheirhardworkinorganizingandsupportingtheconference. In particular, the Technical Program Committee, who completed the peer-review pro- cessfortechnicalpapersandputtogetherahigh-qualitytechnicalprogram.Wearealso gratefultoConferenceManagerAleksandraSledziejowskaforhersupportandtoallthe authorswhosubmittedtheirpaperstotheAICON2021conference. We would like to express our thanks to all members of the organizing committee andallthevolunteerreviewerswhoworkedsohard,dayandnight,forthisconference. Wewouldlikealsotoexpressourgratitudeforthesponsorshipfromvarioussources. Finally,wearegratefultoEAIforsponsoringthisconference. October2021 XianbinWang Kai-KitWong Organization SteeringCommittee ImrichChlamtac UniversityofTrento,Italy XuemaiGu HarbinInstituteofTechnology,China ChengLi MemorialUniversityofNewfoundland,Canada OrganizingCommittee GeneralChair GangWang QinghaiNationalitiesUniversity,China GeneralCo-chairs XianbinWang WesternUniversity,Canada Kai-KitWong UniversityCollegeLondon,UK ShanjiChen QinghaiNationalitiesUniversity,China TechnicalProgramCommitteeCo-chairs MingqianLiu XidianUniversity,China TiankuiZhang BeijingUniversityofPostsand Telecommunications,China GongliangLiu HarbinInstituteofTechnology,China SponsorshipandExhibitChair YingMa QinghaiNationalitiesUniversity,China LocalChair LingfeiZhang QinghaiNationalitiesUniversity,China WorkshopsChair BoLi HarbinInstituteofTechnology,China PublicityandSocialMediaChair GuilianFeng QinghaiNationalitiesUniversity,China viii Organization PublicationsChair WeidangLu ZhejiangUniversityofTechnology,China WebChair ZhutianYang HarbinInstituteofTechnology,China PostersandPhDTrackChair QianLin QinghaiNationalitiesUniversity,China TutorialsChair TaoWang QinghaiNationalitiesUniversity,China TechnicalProgramCommittee JinLi XidianUniversity,China JunlinZhang XidianUniversity,China JunfangLi Xi’anAeronauticalUniversity,China NanQu XidianUniversity,China BodongShang VirginiaTech,USA FangfangLiu BeijingUniversityofPostsand Telecommunications,China YangYang BeijingUniversityofPostsand Telecommunications,China YuXu BeijingUniversityofPostsand Telecommunications,China GuangyuZhu BeijingUniversityofPostsand Telecommunications,China YuanpengZheng BeijingUniversityofPostsand Telecommunications,China QihangCao HarbinInstituteofTechnology,China YangfeiLiu HarbinInstituteofTechnology,China MingyiWang HarbinInstituteofTechnology,China ZiqiSun HarbinInstituteofTechnology,China JianruiLu HarbinInstituteofTechnology,China HangYuan XidianUniversity,China KeYang XidianUniversity,China LeiJin XidianUniversity,China JiakuiWang XidianUniversity,China ZhiyangGao XidianUniversity,China YaqiFan XidianUniversity,China HanZhu XidianUniversity,China Organization ix HuiguiCheng XidianUniversity,China SihaoQin XidianUniversity,China MengCao XidianUniversity,China YuanpoCai XidianUniversity,China ZhenjuZhang XidianUniversity,China ChenFan XidianUniversity,China TianmingYang XidianUniversity,China YifanZhang XidianUniversity,China HongyiZhang XidianUniversity,China XingeBao XidianUniversity,China YiWang XidianUniversity,China Contents – Part I Deep Learning/Machine Learning on Information and Signal Processing FederatedLearningBasedDistributedAlgorithmsforRFFingerprinting ExtractionandIdentificationofIoTDevices ............................... 3 WeiweiWu,SuHu,YuanGao,andJiangCao FastBeamSwitchingBasedonMachineLearningforMmWaveMassive MIMOSystems ....................................................... 19 KeanChen,DanpuLiu,andXingwenHe StudyonPixelLevelSegmentationandAreaQuantificationofHighway SlopeCracks ......................................................... 30 YunLingZhang,PeiGuo,PengyuLiu,YaoyaoLi,andShanjiChen LSTM-BasedPredictionofAirportAircraftinandOutflow .................. 42 BaoqiangLi,JinHuang,YameiDuan,andYuanZhao Micro-motionClassificationofRotorUAVandFlyingBirdviaCNN andFMCWRadar ..................................................... 55 XiaolongChen,JianGuan,JiefangLi,andWeishiChen Transformer-BasedFew-ShotLearningforImageClassification .............. 68 TaoGan,WeichaoLi,YuanzheLu,andYanminHe FractionalTime-FrequencyScatteringConvolutionNetwork ................. 75 JiabinZheng,JunShi,GongChen,WeipingChen,andZhenyaGeng FaultPredictionAnalysisofCommunicationOpticalFiberBasedonSVM Algorithm ............................................................ 82 PengfeiLi RSEN-RFF:DeepLearning-BasedRFFingerprintRecognitioninNoisy Environment .......................................................... 87 ZhaonanDu,DiLiu,JiawenZhang,DiLin,YuanGao,andJiangCao Q-Learning Based Optimum Relay Selection for a SWIPT-Enabled WirelessSystem ....................................................... 100 HaojieWangandBoLi
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